Distinguish sample surveys, experiments, and observational studies; explain randomization in each.
Recognize an observational study
Problem
Is this study observational if it compares exercise habits people already chose with their health outcomes?
Big Picture
What this problem is really about
Ask whether researchers imposed the explanatory condition or merely recorded conditions people already had or had chosen themselves. Without researcher assignment, comparing existing groups is observational even when the groups' outcomes differ. Such a design can reveal association, but unbalanced background variables may confound the comparison and prevent a causal conclusion.
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